{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8a6f04d5-5ebf-4d02-bd7b-325a55875df2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "11dc588f-960a-4a36-858e-65fc930a4b9b",
   "metadata": {},
   "source": [
    "### 折线图\n",
    "\n",
    "#### relplot()函数\n",
    "\n",
    "#### 重点\n",
    "1. relplot主要用于绘制关系数据图，内部封装了scatterplot（默认）和lineplot。\n",
    "    1. scatterplot() ==> catplot(kind=\"scatter\")\n",
    "    2. lineplot() ==> catplot(kind=\"line\")\n",
    "2. relplot绘图时，不能直接指定x轴和y轴的值，需要指定读取data参数中DataFrame中具体的列名。\n",
    "3. hue参数可设定颜色：\n",
    "    1. 会按指定列的数据取值自动设置不同颜色\n",
    "4. col和row参数可设定子图片：\n",
    "    1. col会按照指定列的数据取值自动生成列子图，并按列显式\n",
    "    2. row会按照指定列的数据取值自动生成列子图，并按行显式\n",
    "5. style参数可设绘制折线图时的线条样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "88c3c28c-9570-4b56-8d6e-08df63ff6377",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17e2d2990>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制普通折线图\n",
    "    # 注意：加上 kind=\"line\"\n",
    "sns.relplot(x=\"x\", y=\"y\", data=pd.DataFrame({\"x\":np.arange(12),\"y\":np.cos(np.arange(12))}), kind=\"line\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7120d7dc-4b4c-4801-8c84-886a2d726a1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subject</th>\n",
       "      <th>timepoint</th>\n",
       "      <th>event</th>\n",
       "      <th>region</th>\n",
       "      <th>signal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s13</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.017552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s5</td>\n",
       "      <td>14</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.080883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s12</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.081033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s11</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.046134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s10</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.037970</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  subject  timepoint event    region    signal\n",
       "0     s13         18  stim  parietal -0.017552\n",
       "1      s5         14  stim  parietal -0.080883\n",
       "2     s12         18  stim  parietal -0.081033\n",
       "3     s11         18  stim  parietal -0.046134\n",
       "4     s10         18  stim  parietal -0.037970"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "fmri = pd.read_csv(\"dataset/fmri.csv\")\n",
    "# 查看数据\n",
    "fmri.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "73caf882-5070-481b-af0c-7dc428a29fc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17fb1dd90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制“采样时间”和“信号”之间关系的折线图\n",
    "    # 注意：加上 kind=\"line\"\n",
    "    # 实线部分为每个采样时间点上的平均值，浅色面积是数据的置信区间\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", data=fmri, kind=\"line\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03072a39-9ec1-464f-9863-d69b174d5383",
   "metadata": {},
   "source": [
    "#### hue参数\n",
    "根据指定列的值显示不同颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "999314ef-2352-4459-8bf3-3e1219b94d5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17fbf9490>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.625x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 给关系折线图添加颜色\n",
    "    # 按region的值进行颜色区分\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", data=fmri, kind=\"line\", hue=\"region\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0efcd7b6-f435-40b9-8b44-5d6a81f89694",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17fc7dbd0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.625x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设定颜色的显式顺序\n",
    "    # 按region的值进行颜色区分\n",
    "    # 使用hue_order指定颜色的显式顺序\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", data=fmri, kind=\"line\", hue=\"region\", hue_order=[\"frontal\", \"parietal\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9ec36a1-503c-4bcf-a0d6-ef977d771272",
   "metadata": {},
   "source": [
    "#### col参数和row参数\n",
    "\n",
    "按照指定字段的值分组绘制关系图，使用col参数则子图按列排列，使用row参数则子图按行排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f33d9e19-fedb-4af2-9b44-9d76cf10ac98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17fc4ae10>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1103.62x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按event的值分别绘制折线图\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", data=fmri, kind=\"line\", hue=\"region\", col=\"event\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f0e1628a-834e-4cde-a78d-d88df87aea8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17fa82b50>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 603.625x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按event的值分别绘制折线图\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", data=fmri, kind=\"line\", hue=\"region\", row=\"event\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31db833f-d2fb-422f-9cd0-fb0fdf3ad0ed",
   "metadata": {},
   "source": [
    "#### style参数\n",
    "\n",
    "指定数据设置线条样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "183bd91e-c32a-4ff3-a5d6-855bb306f8f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17ff1b890>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1103.62x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 指定region数据启用线条样式\n",
    "sns.relplot(x=\"timepoint\", y=\"signal\", data=fmri, kind=\"line\", hue=\"region\", col=\"event\", style=\"region\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73cfa0aa-6207-41d4-9ff5-3dac6751c2e7",
   "metadata": {},
   "source": [
    "#### lineplot函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ab6f92e7-dbc8-412f-9fd7-6fdc51c4d3ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timepoint', ylabel='signal'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制“采样时间”和“信号”之间关系的折线图\n",
    "    # 注意：不需要再写 kind=\"line\"，也不能使用col或row设定多子图\n",
    "    # 实线部分为每个采样时间点上的平均值，浅色面积是数据的置信区间\n",
    "sns.lineplot(x=\"timepoint\", y=\"signal\", data=fmri, hue=\"region\", style=\"region\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
